Perly Consulting │ Beck Eco

The State of Play

A living index of AI adoption across industries — where established practice meets the bleeding edge
UPDATED DAILY

The AI landscape doesn't move in one direction — it lurches. Some techniques leap from experiment to table stakes in a single quarter; others stall against regulatory walls, technical ceilings, or organisational inertia that no amount of hype can dislodge. Knowing which is which is the hard part. The State of Play cuts through the noise with a rigorously maintained index of AI techniques across every major business domain — classified by maturity, evidenced by real-world adoption, and updated daily so you always know where you stand relative to the field. Stop guessing. Start knowing.

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AI Maturity by Domain

Each dot marks the weighted maturity of practices within a domain — hover for a brief summary, click for more detail

DOMAIN
BLEEDING EDGEESTABLISHED

Presentation creation & enhancement

BLEEDING EDGE

TRAJECTORY

Stalled

AI that creates, structures, and enhances slide presentations from notes, outlines, or spoken input. Includes slide generation and visual enhancement; distinct from event collateral in marketing which produces marketing rather than individual presentations.

OVERVIEW

AI presentation tools have solved speed but not quality or enterprise ROI. Gamma ($2.1B valuation, $100M ARR profitably, 100M users as of August 2026) and Microsoft Copilot in PowerPoint (agentic GA April 22, +43% weekly usage post-May redesign, 30M+ paid seats, 40M agents registered) have achieved production-grade scale and feature maturity, now joined by Anthropic's Claude in PowerPoint (GA June 22, 2026) and OpenAI's ChatGPT PowerPoint add-in (GA July 16, 2026) entering the category. Yet the practice remains firmly bleeding-edge: independent testing shows accuracy failures (76% of Gamma PowerPoint exports require manual fixes, factual hallucination rates 17-44% across vendors, systemic across architecture patterns), satisfaction gaps on complex tasks (22% EU satisfaction for chart generation, 14% for full presentations from scratch), NBER's 6,000-executive survey found 80% detecting no productivity impact, UK government trial showed zero organizational productivity gain despite 72% user satisfaction, and adoption friction persists (only 35.8% of licensed employees use Copilot vs 83.1% ChatGPT adoption). The core tension persists between generation speed and production fidelity. Agentic presentation editing now works reliably for multi-step tasks, but hallucination risk (KPMG forced to retract an entire AI report due to fabricated case studies), brand consistency, export-to-editable-PowerPoint, and audience-aware storytelling remain production blockers. Broad enterprise AI ROI crisis (95% of organizations report zero measurable return on AI investments despite high adoption, 89% see no productivity change) compounds presentation-specific headwinds. Fundamental limitation: AI excels at structural scaffolding and visual polish but cannot replace human strategic judgment, narrative positioning, and audience empathy. Whether tool maturity and user adoption translate into measurable ROI remains the unsolved question holding this practice at bleeding-edge tier.

CURRENT LANDSCAPE

Early August 2026 confirms vendor consolidation and feature maturity amid persistent ROI paradox and adoption friction. Microsoft Copilot in PowerPoint (30M+ paid seats with Fortune 500 scale: Accenture 740K, Bayer/J&J/Mercedes/Roche 90K+) delivered agentic mode GA (April 22) enabling multi-step autonomous actions and reached +43% weekly usage post-May redesign, with conversations per user nearly doubled YoY. Gamma AI crossed 100M users ($100M ARR profitably, 52.8% enterprise penetration, $2.1B valuation post-Series B), generating 700M+ pieces of content. Anthropic launched Claude in PowerPoint (GA June 22, 2026), integrating with Office Suite and respecting design systems; OpenAI shipped official ChatGPT PowerPoint add-in (GA July 16, 2026) across all subscription tiers—representing third and fourth major LLM vendors entering category directly. Ecosystem consolidation toward platform integration: Gamma native in ChatGPT and Claude; Microsoft embedding Copilot with FLUX.2 image generation, Copilot Cowork agentic execution, multi-model flexibility (Claude/OpenAI/GPT-5.6 selection by admin). Standalone AI slides category structurally collapsed; vendor differentiation narrowed to feature depth and compliance readiness.

Vendor maturity masks critical adoption barriers unchanged by new entrants. Hallucination risk now empirically quantified (Barie study: 17-44% accuracy rates across major tools, best 44% accuracy unsuitable for financial/regulatory content). Export fragility persists: 76% of Gamma PowerPoint exports require manual fixes due to card-to-slide translation; web-native architecture fundamentally constrains layout customization. Adoption friction hardening: only 35.8% of licensed employees use Copilot regularly vs 83.1% ChatGPT adoption—a 47-point gap; training and workflow integration, not product quality, drive low adoption (40% cite skills gap barriers per KPMG research). Multi-country survey (1,200 professionals) shows 80% global adoption but satisfaction gaps on complex tasks: 22% EU satisfaction for chart generation, 14% for full presentations from scratch. UK government trial (1,000 M365 Copilot licenses) documented organizational paradox: 72% user satisfaction, 80% found useful, yet zero organizational productivity gain due to verification overhead. Enterprise deployment scale documented (Atos 56K employees/19K agents, Chow Tai Fook 400+ agents/70% efficiency gains/57% sales conversion, EY 150K employees/15% productivity lift), yet large-scale adoption study shows 95% of organizations report zero measurable ROI despite 80-91% adoption rates—direct contradiction to productivity narratives. Pitch deck research (25+ founder consultations) identifies five systemic failures: generic narrative structure, undifferentiated competitive positioning, disconnected financial projections, template-for-all-audiences, and shallow design—AI cannot replace strategic judgment. Market projection $4.79B by 2029 reflects category confidence and vendor funding momentum, but actual deployments require human-in-the-loop for high-stakes decks. Speed is solved; accuracy, strategic storytelling, organizational productivity, and user adoption barriers remain unsolved.

TIER HISTORY

ResearchJun-2023 → Jun-2023
Bleeding EdgeJun-2023 → present

EVIDENCE (140)

— Official Microsoft earnings data: 30M paid Copilot seats (net adds doubled QoQ), conversations nearly doubled YoY, Copilot weekly engagement parity with Outlook/Teams, 40M agents registered.

— Critical methodology analysis: Microsoft's parity claim lacks reproducible methodology, active-user denominator, cross-product engagement definition. Directional signal confirmed but vendor claims require independent verification.

— Kantar case study: 10 AI agents handled 40% of HR requests; internal target 95% by year-end. Earnings metrics: 30M+ seats, conversations doubled YoY; deployment enables human reallocation to strategic work.

— 1,200 professionals across 12 countries: 80% adoption, but satisfaction gaps on complex tasks (22% EU for charts, 14% for full presentations from scratch). Shows adoption-outcome mismatch on sophisticated work.

— Enterprise deployments: Atos 56K employees/19K agents, Chow Tai Fook 400+ agents/70% efficiency/57% sales lift, EY 150K employees/15% productivity. Multi-step presentation workflows in M365 Copilot suite.

— Gamma trajectory from runway crisis to 100M users: 100K+ daily sign-ups, blank-page problem moved activation from 5-10% to 20-50%, $100M ARR with 50-person team; reveals product-market fit mechanics.

— Practitioner analysis: Gamma's core discovery was solving blank-page friction; onboarding and evaluation as inseparable product systems; horizontal market strategy across sales/marketing/education/engineering.

— Critical adoption barrier: 35.8% of licensed employees use Copilot regularly vs 83.1% ChatGPT (47-point gap). Training and workflow integration, not product quality, drive low adoption; KPMG study shows skills gap blocks 40%.

HISTORY

  • 2023-H1: AI presentation tools emerged with Gamma and Beautiful.AI offering web-based generation; PowerPoint deployed AI features but encountered stability issues; practitioner adoption focused on rapid brainstorming with significant manual refinement required.
  • 2023-H2: Rapid adoption accelerated: Presentations.AI reached 1M users in 84 days; Gamma grew to 10K+ daily signups with millions of active users; enterprise deployments in marketing and corporate sectors; market matured with multiple competing vendors; customization limitations remained the primary adoption barrier.
  • 2024-Q1: Academic research (CHI) advanced AI slide generation from computational notebooks; broad GenAI adoption reached 28% of US workforce; however, deployment barriers surfaced—PowerPoint's Copilot faced reliability and accuracy issues; Gamma's inability to handle branded templates blocked enterprise use; global trust deficits (93% distrust AI outputs for work) and 95% enterprise AI pilot failure rates revealed systemic adoption friction that offset growth from 2023.
  • 2024-Q2: Vendor ecosystem expanded (Decktopus, Magic Slides, Plus AI, Canva Magic Design competing alongside incumbents); however, independent testing revealed persistent quality issues—content mismatches, repetitive layouts, data inaccuracy; generation speed improved (35-39 seconds) but output quality remained below professional standards; market showed growth in downloads but stagnation in production deployment and strategic enterprise use.
  • 2024-Q3: Gamma reached 20M users by September, demonstrating sustained market leadership and user growth despite quality constraints. Duke University practitioner testing validated Gamma's AI image search and generation accuracy for professional use. However, enterprise reliability challenges persisted: NHS experienced a two-week Copilot outage due to code misconfiguration; Microsoft Community reported widespread frustration with Copilot's feature limitations (design, animations, transitions removed or missing) and inability to produce polished presentations. The picture remained consistent: rapid adoption in volume (20M users, multiple vendor ecosystem) but continued friction in production-grade deployment and design fidelity.
  • 2024-Q4: Named enterprise adoption began: dentsu deployed Microsoft Copilot for presentation generation, achieving 15-30 minute daily time savings. Vendor ecosystem continued to expand (Zapdeck and other new entrants launched). Independent practitioner testing by design teams confirmed persistent trade-offs: tools solved speed (20 seconds to minutes) but remained constrained by generic content, limited customization, and inability to handle professional branding. Microsoft repositioned Word-to-PowerPoint export toward AI-driven workflows by replacing it with Copilot, signaling strategic direction but introducing UX friction during transition. Market showed selective adoption in high-volume use cases with broad quality limitations.
  • 2025-Q1: Gamma confirmed market dominance with 10M user acquisition in first nine months post-launch (J.P. Morgan analysis). Beautiful.ai advanced enterprise positioning with Entra ID SSO integration enabling centralized organizational access. Prezent demonstrated B2B adoption across pharma sector (40 of top 50 companies) with named ROI evidence (Cold Chain Technologies 70% time reduction). However, Microsoft Copilot reliability deteriorated—service disruptions in February from code misconfiguration and widespread user reports of task failures and multi-day hang times in March—revealing tension between feature expansion and operational maturity. Market pattern persisted: speed and adoption metrics strong, but customization constraints and operational reliability remained primary friction for enterprise deployment.
  • 2025-Q2: Critical assessments emerged challenging the presentation AI narrative. MIT Sloan expert analysis argued tools save editing time but cannot replace human strategic design, creative judgment, or audience empathy. BBB's National Advertising Division found Microsoft's productivity claims (67-75% users more productive) unsupported, forcing claim modifications. UC Berkeley analysis found 74% of organizations make little AI progress with only 4% generating consistent value; GenAI ROI "approaching zero" with most experiments stalled. Gamma's limitations on contextual understanding (audience, cultural norms, emotional nuance) were documented, and comparative tool reviews noted market growth projections ($572M to $1.1B by 2031) alongside persistent feature trade-offs. Copilot reliability issues continued with user reports of feature failures and task abandonment. The window marked a shift from adoption enthusiasm toward critical scrutiny of actual ROI and tool limitations.
  • 2025-Q3: Feature development continued despite quality scrutiny. Microsoft Copilot in PowerPoint initiated staged rollout with new topic-generation features (rolling out September 2025), addressing prior design-fidelity gaps but with limited geographic availability and deployment barriers. Gamma maintained market momentum with strong community engagement and early-stage adoption, while independent testing reinforced existing trade-offs: tools delivered speed to first draft (minutes vs hours) but failed on brand consistency, creative control, and nuanced storytelling, confirming that hybrid human-AI workflows remained the realistic deployment pattern. Beautiful.ai expanded competitive positioning but user reviews documented persistent export fidelity issues. Market consolidation around Gamma, Microsoft, and Beautiful.ai continued while broader enterprise adoption remained constrained by the speed-versus-customization tension and documented ROI challenges from Q2.
  • 2025-Q4: Market consolidation deepened with clear tier-1 leaders (Gamma 50M+ registered users, 700K daily creations; Copilot auto-installed across Microsoft 365 base) but reliability challenges intensified. Microsoft Copilot in PowerPoint experienced additional service disruptions (November Copilot video-creation function failures affecting UK NHS production deployment, security update triggering image processing bugs). Adoption barriers remained critical: 47% of knowledge workers still invest 8+ hours per presentation despite widespread tool availability, suggesting tool effectiveness or user adoption friction. Individual deployments showed promise (Beautiful.ai enabling freelance marketer $20k gig with afternoon deck creation), but practitioner analysis documented systematic adoption failures in enterprises—vague use cases, insufficient training, and user abandonment when outputs failed to meet expectations. Independent testing confirmed persistent accuracy issues (Gamma incorrectly rendering recent revenue data) and design constraints (standardized templates, limited customization). By Q4, the market pattern was established: tools had achieved scale (100M+ cumulative users, multiple vendors), speed was solved (70% time reduction documented), but production reliability, design fidelity, and user training remained primary friction points blocking broader enterprise adoption.
  • 2026-Jan: Market consolidation continued with growing enterprise deployments contrasting against persistent quality barriers. Mews (global hospitality tech startup with 1000+ properties in 53 countries) deployed Beautiful.ai for sales deck management, reducing update cycles from weeks to minutes—a named-org ROI signal of production maturity in multinational operations. Market research projected the AI presentation generation sector growing to $4.79B by 2029 (25.4% CAGR from $1.54B in 2024), indicating sustained business confidence in the category. However, limitations persisted: ProductLed analysis revealed Gamma users still "delete Gamma's output and hire designers to redo sections," documenting continued quality and customization friction despite market scale. Microsoft Copilot in PowerPoint experienced rollout inconsistencies (Frontier agent missing on web and failing on desktop in January), indicating deployment maturity gaps. Practitioner analysis identified systematic adoption failures: tools produce generic, volume-heavy decks that amplify organizational problems (vague use cases, insufficient training) rather than solving them, explaining why 47% of workers still invest 8+ hours per presentation despite tool availability. The window reinforced the 2025-Q4 pattern: category adoption at scale, speed solved, but ROI, design fidelity, and user enablement remained foundational adoption barriers.
  • 2026-Feb: Critical barriers to production deployment intensified across multiple dimensions. NBER survey of 6,000 corporate executives found 80% detected no discernible productivity impact from AI, with a UK Copilot trial showing zero productivity gain—directly challenging claims that presentation tools deliver measurable ROI. Independent testing revealed accuracy barriers: six major tools (Gamma, Beautiful.ai, Canva, Tome, Kimi) showed factual accuracy rates of 0-44%, with Gamma at 20%, documenting systemic hallucination problems in content generation. Technical barriers persisted: design practitioners identified "Export Problem" where web-based generated slides fail to translate into editable PowerPoint files, and context understanding remained firmly in the human designer's domain. Operational barriers expanded: Copilot in PowerPoint users reported generation failures (fake links, non-functional output) and complex licensing restrictions (Designer license required for slide-generation features, blocking student and standard users). Intermittent regional outages affected Copilot services in late February, further signaling production reliability challenges. By month-end, the practice exhibited classic bleeding-edge tension: massive user bases (Gamma 70M+ users) and vendor ecosystem maturity, but deployment barriers (accuracy, export fidelity, licensing, reliability) preventing broader enterprise adoption. The window marked a consolidation phase where productivity claims faced empirical scrutiny and tool limitations became the primary factor constraining tier advancement.
  • 2026-Mar: Platform consolidation and advanced feature deployment contrasted against critical accuracy failures. Gamma achieved $100M ARR at 70M+ users with approaching 100M user target; Series B funding confirmed $2.1B valuation with superior unit economics vs. competitors (600k paying subscribers, 40% Fortune 500 penetration). Microsoft Copilot in PowerPoint launched significant capability expansion: agentic "Edit with Copilot" mode for complex multi-step tasks, Brand Kits enabling on-brand generation by default, native AI image editing, and model picker for OpenAI/Claude selection. Beautiful.ai achieved $45M Series B funding from General Catalyst with context-aware conversational interface (chat-to-presentation workflow), 100k+ business customers across 193 countries, 100M+ slides created, quantified productivity gains (3 hours/week median, $20k annual value per user). Independent practitioner testing (12-tool comprehensive evaluation) found ecosystem mature with viable alternatives but no dominant tool; all require manual refinement post-generation, particularly for export quality and brand consistency. However, critical accuracy testing documented severe hallucination failures: Kimi fabricated 78% of financial data; Gamma invented fictional competitors with fabricated valuations; Tome inflated metrics 10x; Beautiful.ai misattributed false data to real company names. Feature expansion and organizational maturity indicators strong, but data accuracy and export fidelity remained critical production blockers for financial, analytical, and brand-sensitive deployments.
  • 2026-Apr: Market momentum metrics conflict with adoption reality and ROI uncertainty. Gamma confirmed market leadership with Series B close (April 9): $2.1B valuation, $100M ARR profitably, 70M users, 50-person team. Microsoft, however, signaled adoption friction by implementing April 15 paywall—removing free Copilot Chat from Word/Excel/PowerPoint/OneNote for enterprises >2000 seats, forcing $30/user/month upgrade or loss of in-app assistance. The policy reversal (free in September 2025, paid in April 2026) indicates failed organic adoption: only ~3% of Microsoft 365 users converted to paid tier voluntarily, insufficient to justify continued subsidy. Real-world deployment friction deepened: Workday study of 3,200 executives found 37% of time savings lost to rework cycles and only 14% achieving consistent net productivity gains, challenging vendor ROI narratives. Adoption monitoring metric emerged: only 35.8% of employees with Copilot access actively use it (vs 83.1% ChatGPT), indicating significant organizational reluctance despite enterprise deployment. Accuracy barriers persisted: independent testing confirmed hallucination rates (Gamma 20%, Beautiful.ai 17%, Canva 17%, Kimi 44%, Tome 0%) remain critical for financial/analytical content. Tool performance variance documented: 10x speed range (22 to 228 seconds for 10-slide deck) correlates with quality, suggesting architecture directly impacts user friction. Late-month breakthrough marked significant capability advancement: Microsoft Copilot reached general availability for agentic PowerPoint features (April 22-24 GA), enabling multi-step autonomous actions (update slides, apply animations, format dynamically). Early adoption signals showed +11% tries/user/week and +25% satisfaction in PowerPoint post-agentic launch. However, this feature maturity coexisted with mounting quality concerns: 31% of 500 tested AI-generated decks contained fabricated statistics; comprehensive study of six tools found 20-50% of claims unverifiable, and Gamma users documented continued necessity for manual redesign post-generation. Category maturity evident (100M+ users cumulative, $4.79B projected by 2029), but tier advancement blocked by: ROI gap (productivity claims vs field data), accuracy barriers (hallucination/fabrication rates unsuitable for compliance/financial work), adoption friction (paywall enforced due to low conversion), deployment complexity (37% rework rate negates speed advantage), and critical limits on automation depth (agentic mode advances capability but quality barriers restrict production readiness).
  • 2026-May: Structural headwinds from capital markets combined with confirmed quality barriers at scale. Venture analysis found general-purpose AI apps fell from 38% of $100M+ rounds (Q3 2025) to 0% (May 2026), with presentation tools explicitly identified as squeezed between foundation models and vertical agents—a category-level funding signal. Gamma confirmed continued scale (70M users, 600k+ paying subscribers, $100M+ ARR, 52-person team) but 76% of PowerPoint exports still required manual fixes in independent practitioner testing. Microsoft's agentic Agent Mode for PowerPoint (GA April 22) delivered measurable early signals (+11% tries/user/week, +36% retention, +25% satisfaction), while Microsoft confirmed 20M+ paid Copilot users including Fortune 500 deployments at scale—yet simultaneously rolled back its floating Copilot button after widespread complaints, acknowledging the UI design negatively impacted user experience. Sacra's industry analysis confirmed the standalone AI slides category has structurally collapsed into platform features (Claude, ChatGPT, Canva, Microsoft), with Gamma growing from $30.5M to $102M ARR as a survivor but the broader category consolidating. Ecosystem diversity grew: hands-on evaluation of 12 tools found GenPPT and other foundation-model-backed entrants generate verified-fact 10-slide decks in under 60 seconds, but all require post-generation refinement. Critical use-case failure persisted: a presentation coaching firm documented an AI-generated investor pitch deck failing with real investors, requiring human expertise to salvage—evidence that strategic narrative and audience judgment remain beyond current tool capability.
  • 2026-Jun: Hallucination crisis and ROI reality collided with vendor momentum. Gamma reached 100M user milestone confirming mainstream adoption, but high-profile hallucination event: KPMG forced to withdraw global corporate report (June 17) after GPTZero identified 40 fabricated citations from AI generation—UBS, NHS, Swiss Federal Railways, TfL all disputed claims. Documented proof that professional-services firms with stated governance fail to catch hallucinations in AI content at enterprise scale. Broader ROI crisis emerged: Beri analysis found 56% of CEOs see zero AI ROI, 95% of enterprises struggle, driven by rework tax (40% of gains), hidden oversight burden, talent premium. Applies directly to presentation tools: 80% of executives (NBER survey) detect no productivity impact; only 3.3% of enterprises with Copilot access voluntarily converted to paid tier despite 20M seat deployment; when ChatGPT available, 76% prefer it over Copilot. Reliability gap documented: June 1 outage (14K+ Downdetector reports, 72% unable to load) just before Build announcement of agentic expansion, exposing mismatch between feature ambition and operational stability. Product maturity continued: +43% PowerPoint usage lift post-May redesign UI, Copilot Live roadmap, eight emerging capabilities (voice-to-slide, auto-branding, conversational editing, multimodal inputs) reaching table-stakes adoption. Ecosystem segmentation confirmed: 14-tool alternatives comparison shows market maturation by use case (Copilot for data, Beautiful.ai for brand, Canva for templates, Pitch for analytics), signaling no dominant generalist solution. Critical limitation identified: AI excels at design wrapper (layout, typography, imagery) but fails at complex data visualization—Gantt charts, scatter plots, org charts still require manual construction. The June window crystallized the bleeding-edge tension: user scale (100M Gamma, 20M Copilot paid seats), feature maturity (agentic autonomy, multimodal inputs), and vendor confidence ($4.79B market by 2029) coexist with systemic hallucination risk, broad enterprise ROI failure, adoption friction (only 3.3% paid conversion), and reliability gaps. Whether presentation tools can advance past bleeding-edge depends on resolving accuracy (hallucination ≥17%), ROI (most enterprises gain zero), and adoption (user preference for alternatives).
  • 2026-Jul: Ecosystem integration deepened with Gamma going native in ChatGPT and Claude (June 29 GA via OAuth) and Anthropic's Claude embedding directly in PowerPoint (GA June 22), while Microsoft Copilot in PowerPoint posted its largest adoption lift yet (+43% weekly usage post-May redesign) and confirmed GA across Commercial, GCC, GCCH, and DoD cloud tiers. The ROI paradox sharpened in parallel: a UK government Copilot trial (1,000 licenses) confirmed zero organizational productivity gain despite 72% user satisfaction, practitioner research across 25 founder consultations identified five recurring AI deck failures rooted in strategic judgment gaps AI cannot fill, and hallucination benchmarks showed the best tool at 44% accuracy—confirming that speed and distribution are solved while narrative quality and factual reliability remain production blockers. Later in the month, OpenAI shipped an official ChatGPT PowerPoint add-in (build, edit, narrative-audit) across all subscription tiers, becoming the third major LLM vendor in the presentation ecosystem alongside Copilot and Claude, while Microsoft 365 Copilot PowerPoint added admin-selectable Claude Sonnet 5 and GPT-5.6 models. The productivity paradox widened further: a cross-industry survey found 91% enterprise adoption but 89% reporting no measurable productivity gain, compounding the reliability picture from an 11-day Copilot content-generation outage documented in June.
  • 2026-Aug: Microsoft's FY26 Q4 earnings confirmed 30M+ paid Copilot seats (net adds doubled QoQ) with weekly engagement reaching parity with Outlook/Teams and 40M agents registered, alongside named enterprise agentic deployments (Atos 19K agents, Chow Tai Fook 400+ agents/57% sales lift, EY 150K employees); independent analysis flagged the engagement-parity claim's opaque methodology. A retrospective on Gamma's climb to 100M users detailed how solving the blank-page problem lifted activation from 5-10% to 20-50% en route to $100M ARR on a 50-person team, even as adoption data confirmed the persistent Copilot-vs-ChatGPT usage gap (35.8% regular use vs 83.1%) and a survey found 95% of organizations report zero measurable AI ROI despite 80% adoption.